{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "c4087f2f-9984-48e3-a2ab-72d7151620dc",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import warnings\n",
    "warnings.filterwarnings(\"ignore\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "532dd282-994f-468e-907e-6c8b518bf475",
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv('../data/owid-covid-data.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "183492e8-69e1-4a39-b21d-49848c4b42b1",
   "metadata": {},
   "outputs": [],
   "source": [
    "df['date'] =pd.to_datetime(df['date'])\n",
    "df.set_index('date', inplace = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "f57c3bc9-7270-40a6-ac04-c522e64daa7c",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "findfont: Font family ['Helvetica'] not found. Falling back to DejaVu Sans.\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import calplot\n",
    "country = 'China'\n",
    "country_df = df[df['location']==country].sort_values(by='date')\n",
    "ch = calplot.calplot(data = country_df['new_cases'],how = 'sum', cmap = 'Reds', figsize = (16, 8), suptitle = f\"New cases in {country}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "585ad4c6-5ad4-4e93-a8c6-eec0e89a807e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x576 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "country = 'Germany'\n",
    "country_df = df[df['location']==country].sort_values(by='date')\n",
    "ch = calplot.calplot(data = country_df['new_cases'],how = 'sum', cmap = 'Reds', figsize = (16, 8), suptitle = f\"New cases in {country}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "949c7e2f-1a4d-4640-8cf0-505e8fb50a06",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "                            \n",
       "var gd = document.getElementById('fb0adbe4-e36e-4fee-94dd-5cc32954c6e0');\n",
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       "        if (!display || display === 'none') {{\n",
       "            console.log([gd, 'removed!']);\n",
       "            Plotly.purge(gd);\n",
       "            observer.disconnect();\n",
       "        }}\n",
       "}});\n",
       "\n",
       "// Listen for the removal of the full notebook cells\n",
       "var notebookContainer = gd.closest('#notebook-container');\n",
       "if (notebookContainer) {{\n",
       "    x.observe(notebookContainer, {childList: true});\n",
       "}}\n",
       "\n",
       "// Listen for the clearing of the current output cell\n",
       "var outputEl = gd.closest('.output');\n",
       "if (outputEl) {{\n",
       "    x.observe(outputEl, {childList: true});\n",
       "}}\n",
       "\n",
       "                        })                };                            </script>        </div>\n",
       "</body>\n",
       "</html>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from plotly_calplot import calplot\n",
    "import plotly.io as pio\n",
    "from plotly.subplots import make_subplots\n",
    "\n",
    "pio.renderers.default = 'colab'\n",
    "country = 'Japan'\n",
    "country_df = df[df['location']==country].sort_values(by='date')\n",
    "country_df['x'] = country_df.index\n",
    "fig = calplot(\n",
    "         country_df,\n",
    "         x='x',\n",
    "         y=\"new_cases\",\n",
    "    colorscale = 'Reds'\n",
    ")\n",
    "fig.update_layout(\n",
    "    title=f'{country} new cases calendar heatmap',\n",
    "    title_x=0.5,\n",
    "    font_color=\"gray\",\n",
    "    title_font_color=\"Orange\",\n",
    "    margin=dict(l=20, r=20, t=40, b=20),\n",
    "    title_font_size=15,\n",
    "    autosize=False,\n",
    "    width=1200,\n",
    "    height=600)\n",
    "fig.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "3d8b61d8-7f6d-430c-801d-15dceab95e11",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "        <iframe\n",
       "            width=\"100%\"\n",
       "            height=\"650\"\n",
       "            src=\"http://127.0.0.1:8088/\"\n",
       "            frameborder=\"0\"\n",
       "            allowfullscreen\n",
       "            \n",
       "        ></iframe>\n",
       "        "
      ],
      "text/plain": [
       "<IPython.lib.display.IFrame at 0x248b70f4dc0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from jupyter_dash import JupyterDash\n",
    "import dash\n",
    "from dash import dcc, Input, Output,html\n",
    "\n",
    "country_options = [{'label': i, 'value': i} for i in list(df['location'].unique())]\n",
    "app = JupyterDash() # use JupyterDash\n",
    "\n",
    "# \n",
    "dpl = dcc.Dropdown(\n",
    "   options=country_options, \n",
    "    value='China',\n",
    "    id='id_dropdown')\n",
    "\n",
    "gf = dcc.Graph(figure=fig,id='figure') #\n",
    "title = html.H1('238 Countries COVID Calendar Heatmap')\n",
    "app.layout = html.Div([title,dpl,gf])\n",
    "\n",
    "@app.callback(\n",
    "    Output(\"figure\", \"figure\"),\n",
    "    Input(\"id_dropdown\", \"value\"),\n",
    ")\n",
    "def update_fig(country):\n",
    "    country_df = df[df['location']==country].sort_values(by='date')\n",
    "    country_df['x'] = country_df.index\n",
    "    fig = calplot(\n",
    "             country_df,\n",
    "             x='x',\n",
    "             y=\"new_cases\",\n",
    "        colorscale = 'Reds'\n",
    "    )\n",
    "    fig.update_layout(\n",
    "        autosize=False,\n",
    "        width=1200,\n",
    "        height=600)\n",
    "    return fig\n",
    "\n",
    "app.run_server(mode=\"inline\",port=8088)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "c6a13906-62bf-48f5-9161-eac152b1a0fd",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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